Slack Code brings AI coding into shared Slack channels with built‑in review and PR handoff
Agent coding is moving from solo IDEs into a shared, auditable Slack workflow—great if your architecture and guardrails are ready for the PR surge.
Agent coding is moving from solo IDEs into a shared, auditable Slack workflow—great if your architecture and guardrails are ready for the PR surge.
MCP and agent-ready tooling now make it practical to standardize, ship, and operate agents in real backends without bespoke glue.
Agent evals are maturing: map traces once, score skills, and push quality checks into CI and prod.
Put your effort into routing, wrappers, and evals; the model is now just one backend in the stack.
Prices fell again—treat tokens like a budget and lock in guardrails while re-baselining for cost-per-success.
Treat agents like microservices: isolate them, prefilter inputs, monitor spend, and stream statelessly where you can.
Agents now look less like chats and more like governed services — start wiring them into your IAM, logs, and vaults before they sprawl.
Treat Claude’s Browser as a fast fetcher, not an automation browser — design a hybrid agent + headless scraper stack.